{"id":"W2591452011","doi":"10.1007/978-3-319-38893-9_47-1","title":"Plurilingualism: Vision, Conceptualization, and Practices","year":2016,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Multilingual Education and Policy","field":"Social Sciences","cited_by":28,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Conceptualization; Psychology; Computer science; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004733585,0.0001952549,0.0002148287,0.0003321288,0.0001940203,0.0001031658,0.0003275578,0.000262563,0.002651725],"category_scores_gemma":[0.001053629,0.0001894952,0.00007902493,0.00002682935,0.0005068099,0.000290885,0.00006332528,0.0001460463,0.00006531079],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001749217,"about_ca_system_score_gemma":0.001822603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005691797,"about_ca_topic_score_gemma":0.0003705138,"domain_scores_codex":[0.9984289,0.00004288452,0.0004786388,0.0003480967,0.0005512841,0.0001502116],"domain_scores_gemma":[0.9968516,0.000264897,0.001338969,0.0002231063,0.001170441,0.0001509363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001922619,0.00004763079,0.0002417867,0.00002940677,0.0000597386,2.142249e-7,0.01393438,1.99719e-7,0.0000750615,0.9244394,0.006438313,0.05471459],"study_design_scores_gemma":[0.0001532231,0.00001800111,0.000210828,0.0005292306,0.00003476907,0.00000158544,0.0009223748,0.000001906222,0.0001422699,0.02942845,0.9683542,0.0002032189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001141413,0.001405969,0.00004493997,0.005357864,0.003847749,0.0003119874,0.00004838971,0.0000454426,0.9877962],"genre_scores_gemma":[0.04856414,0.00186399,0.0004618861,0.0005381354,0.003108223,0.00001781787,0.00006463507,0.00003818718,0.945343],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9619159,"threshold_uncertainty_score":0.99826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07048454497717171,"score_gpt":0.4824097915192647,"score_spread":0.4119252465420929,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}